RRepoGEO

REPOGEO REPORT · LITE

lehduong/OneDiffusion

Default branch main · commit 6a643036 · scanned 6/3/2026, 4:53:22 AM

GitHub: 661 stars · 19 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface lehduong/OneDiffusion, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README opening to clarify "unified framework"

    Why:

    CURRENT
    This is official repo of OneDiffusion, a versatile, large-scale diffusion model that seamlessly supports bidirectional image synthesis and understanding across diverse tasks.
    COPY-PASTE FIX
    This is the official repository for OneDiffusion, a **unified framework** that provides a single, versatile diffusion model capable of seamlessly supporting bidirectional image synthesis and understanding across diverse tasks, as presented in our CVPR 2025 paper.
  • mediumreadme#2
    Add explicit license details to README's License section

    Why:

    COPY-PASTE FIX
    This project is licensed under [SPECIFIC LICENSE NAME(S), e.g., Apache 2.0 and MIT]. Please refer to the `LICENSE` file for full details on the terms and conditions.
  • mediumabout#3
    Expand GitHub repository description

    Why:

    CURRENT
    Official implementation of OneDiffusion paper (CVPR 2025)
    COPY-PASTE FIX
    OneDiffusion is a unified framework for versatile, large-scale diffusion models, enabling seamless bidirectional image synthesis and understanding across diverse tasks. Official implementation of our CVPR 2025 paper.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface lehduong/OneDiffusion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Stable Diffusion XL (SDXL)
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Stable Diffusion XL (SDXL) · recommended 2×
  2. DALL-E 3 · recommended 2×
  3. Midjourney v6 · recommended 1×
  4. Kandinsky 2.2 · recommended 1×
  5. DeepFloyd IF · recommended 1×
  • CATEGORY QUERY
    Looking for a single, versatile diffusion model capable of multiple image generation and understanding tasks.
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion XL (SDXL)
    2. DALL-E 3
    3. Midjourney v6
    4. Kandinsky 2.2
    5. DeepFloyd IF

    AI recommended 5 alternatives but never named lehduong/OneDiffusion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which advanced diffusion models support text-to-image generation, image translation, and 3D reconstruction?
    you: not recommended
    AI recommended (in order):
    1. Stable Diffusion XL (SDXL)
    2. ControlNet
    3. IP-Adapter
    4. NeRF-based methods
    5. DreamFusion
    6. MVDream
    7. SyncDreamer
    8. InstructPix2Pix
    9. GLIDE
    10. DALL-E 2
    11. Midjourney V5/V6
    12. DALL-E 3
    13. Stable Diffusion

    AI recommended 13 alternatives but never named lehduong/OneDiffusion. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of lehduong/OneDiffusion?
    pass
    AI named lehduong/OneDiffusion explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts lehduong/OneDiffusion in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name lehduong/OneDiffusion — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo lehduong/OneDiffusion solve, and who is the primary audience?
    pass
    AI named lehduong/OneDiffusion explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of lehduong/OneDiffusion. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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lehduong/OneDiffusion — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite